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Identification of Flexible Joint Robot Inertia Matrix Using Frequency Response Analysis
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Title
Identification of Flexible Joint Robot Inertia Matrix Using Frequency Response Analysis
Issued Date
2024-10-17
Citation
Choi, Kiyoung. (2024-10-17). Identification of Flexible Joint Robot Inertia Matrix Using Frequency Response Analysis. IEEE/RSJ International Conference on Intelligent Robots and Systems, 8704–8710. doi: 10.1109/IROS58592.2024.10802372
Type
Conference Paper
ISBN
9798350377705
ISSN
2153-0866
Abstract
This paper presents a novel, nonlinearity robust identification method for deriving the inertia matrix of multi-DOF Flexible Joint Robots (FJR), utilizing resonance and anti-resonance frequencies in the Frequency Response Functions (FRF). Our proposed method overcomes the limitations of conventional approaches, which are susceptible to mechanical nonlinearities, leading to inaccurate models. By leveraging frequency domain techniques, our approach effectively mitigates the influence of nonlinear characteristics, providing a more accurate and reliable means of robot control. Furturmore, the paper highlights the benefits of frequency domain system identification, including nonlinear robustness and the ability to decompose the flexible joint into motor and load components. Finally, a novel sequential excitation algorithm is proposed to obtain the inertia matrix of a multi-DOF robot manipulator without relying on complex theories or optimizations. The effectiveness of the proposed algorithm is verified through simulation and experiment. © 2024 IEEE.
URI
http://hdl.handle.net/20.500.11750/57910
DOI
10.1109/IROS58592.2024.10802372
Publisher
IEEE Robotics and Automation Society
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오세훈
Oh, Sehoon오세훈

Department of Robotics and Mechatronics Engineering

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